Our results show several key genes in breast cancer stroma, including JUN, FOS, ATF3, STAT1, COL1A1 and FN1. These genes were involved in “extracellular matrix organization”, “ECM-receptor interaction” and “focal adhesion”. Here, COL1A1 is linked to breast carcinoma.